{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predicting crop yield using weather and satellite observations with DL Platform\n",
    "\n",
    "In this tutorial, you will find corn in Iowa, calculate the vegetation indices, and calculate the weather variables necessary to develop a predictive model to find a crop yield using the Descartes Labs Platform. Some of our platform services used in this tutorial include:\n",
    "* Catalog\n",
    "* Metadata\n",
    "* Places\n",
    "* Raster\n",
    "* Scenes\n",
    "* Tasks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/jinja2/runtime.py:318: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n",
      "  from collections import Mapping\n",
      "/opt/conda/lib/python3.7/site-packages/pkg_resources/__init__.py:1151: DeprecationWarning: Use of .. or absolute path in a resource path is not allowed and will raise exceptions in a future release.\n",
      "  self, resource_name\n",
      "/opt/conda/lib/python3.7/site-packages/pkg_resources/__init__.py:1151: DeprecationWarning: Use of .. or absolute path in a resource path is not allowed and will raise exceptions in a future release.\n",
      "  self, resource_name\n"
     ]
    }
   ],
   "source": [
    "import descarteslabs as dl\n",
    "from descarteslabs.client.services.tasks import AsyncTasks, as_completed\n",
    "from descarteslabs.client.services import Catalog\n",
    "from descarteslabs.client.services import Storage\n",
    "from matplotlib import colors\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "from pprint import pprint\n",
    "import calendar\n",
    "import folium\n",
    "import json\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas\n",
    "import pickle\n",
    "import shapely\n",
    "import shapely.geometry\n",
    "import sklearn\n",
    "import sklearn.cluster\n",
    "import sklearn.ensemble\n",
    "import sys\n",
    "\n",
    "# Create storage and catalog clients\n",
    "storage_client = Storage()\n",
    "catalog_client = Catalog()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finding Corn\n",
    "Use the NASS dataset for corn in Iowa counties along with Descartes Labs Places and Scenes to create a colormap of corn in Crawford County, Iowa."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load yield reference data\n",
    "with open('nass_county_iowa_corn_2017.json') as f:\n",
    "    reference = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-95.6960478 41.8398702 0.6284736000000066 0.3948145999999966\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,84.074555)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.012569472000000132\" opacity=\"0.6\" d=\"M -95.209023,41.863709 L -95.672771,41.863147 L -95.670822,42.211408 L -95.090851,42.210405 L -95.092861,41.863374 L -95.209023,41.863709 z\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x7f66b68c39e8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find Crawford County, IA\n",
    "slug = dl.places.find('iowa_west-central_crawford')[0]['slug']\n",
    "county_shape = dl.places.shape(slug)\n",
    "geometry = shapely.geometry.shape(county_shape['geometry'])\n",
    "geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(SceneCollection of 1 scene\n",
       "   * Dates: Dec 31, 2017 to Dec 31, 2017\n",
       "   * Products: usda:cdl: 1, AOI(geometry=<shapely.geom...x7f66b686b710>,\n",
       "     resolution=30,\n",
       "     crs='+proj=aea +l...s=m +no_defs ',\n",
       "     align_pixels=True,\n",
       "     bounds=(-95.672771, 41.863147, -95.090851, 42.211408),\n",
       "     bounds_crs='EPSG:4326',\n",
       "     shape=None))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# search scenes to find imagery\n",
    "scenes, geo_ctx = dl.scenes.search(\n",
    "    geometry,\n",
    "    products=['usda:cdl'],\n",
    "    start_datetime='2017-01-01',\n",
    "    end_datetime='2018-01-01',\n",
    "    limit=500\n",
    ")\n",
    "scenes, geo_ctx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 1310, 1587)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rasterize all contained scenes into an ndarray using the geo context.\n",
    "arr = scenes.mosaic(\"class\", geo_ctx, mask_alpha=False)\n",
    "arr.shape # one band, 1310 pixels tall by 1587 pixels wide"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# filter the ndarray to just corn\n",
    "corn = np.where(arr == 1, 1, 0)[0,:,:]\n",
    "\n",
    "# create the colormap\n",
    "colorlist = ['w', 'y']\n",
    "cmap = colors.ListedColormap(colorlist)\n",
    "bounds = [0, 1, 2]\n",
    "norm = colors.BoundaryNorm(bounds, cmap.N)\n",
    "\n",
    "# plot the map\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "cax = plt.imshow(corn, cmap=cmap, norm=norm)\n",
    "plt.title('Corn in Crawford County, Iowa (2016)')\n",
    "cbar = fig.colorbar(cax, ticks=[0.5, 1.5], orientation='vertical', fraction=0.036, pad=0.04)\n",
    "cbar.ax.set_yticklabels(['Other', 'Corn']) \n",
    "plt.axis('off')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate vegetation indices\n",
    "To calculate vegetation indices, you will use Scenes to search for NDVI imagery, rasterize the contained scenes into an ndarray, and then plot the results against our colormap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SceneCollection of 6 scenes\n",
       "  * Dates: Jul 01, 2017 to Jul 01, 2017\n",
       "  * Products: 8291fd932b469d8d81701dd6079d64b0fabc5f93:moody:l8_2017_veg_healthmax:v1: 6"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# search for NDVI scenes\n",
    "# note: we pass in geo_ctx instead of AOI to ensure returned scenes are in the correct coordinate reference system\n",
    "scenes, geo_ctx = dl.scenes.search(\n",
    "    geo_ctx,\n",
    "    products=['8291fd932b469d8d81701dd6079d64b0fabc5f93:moody:l8_2017_veg_healthmax:v1'],\n",
    "    start_datetime='2017-01-01',\n",
    "    end_datetime='2017-12-31',\n",
    "    limit=500\n",
    ")\n",
    "scenes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1310, 1587)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rasterize all contained scenes into an ndarray using the geo context.\n",
    "arr = scenes.mosaic('veg_healthmax', geo_ctx, mask_alpha=False)[0, :, :]\n",
    "arr.shape #same shape as previous steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# filter the ndarray to just corn\n",
    "corn_ndvi = np.where(corn == 1, arr, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the results against our colormap\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "cax = plt.imshow(corn_ndvi)\n",
    "cbar = fig.colorbar(\n",
    "    cax,\n",
    "    ticks=[0, 240],\n",
    "    orientation='vertical',\n",
    "    fraction=0.036,\n",
    "    pad=0.04\n",
    ")\n",
    "cbar.ax.set_yticklabels(['Low max NDVI', 'High max NDVI'])\n",
    "plt.axis('off')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate weather variables\n",
    "To calculate the weather variables, you will use Raster to create a global tiling across our area of interest, use Catalog to create a product in your Descartes Labs user namespace, retrieve a stack of images using Scenes and their IDs using Metadata, and finally use Raster to create a stack of DLTiles. \n",
    "\n",
    "Once you have the tiles, you will use the Tasks service to create a task to predict water over the DLTiles and then test the function. After the function has been tested, you will use Tasks to run the job that will predict water."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tiles = 58\n"
     ]
    }
   ],
   "source": [
    "# create a global tiling across our AOI\n",
    "shape = dl.places.shape('north-america_united-states_iowa')\n",
    "resolution = 30\n",
    "tile_dimension = 2048\n",
    "pad = 0\n",
    "\n",
    "tiles = dl.raster.dltiles_from_shape(\n",
    "    resolution=resolution, \n",
    "    tilesize=tile_dimension, \n",
    "    pad=pad, \n",
    "    shape=shape\n",
    ")\n",
    "\n",
    "print('Number of tiles = {}'.format(len(tiles['features'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The next cells will create the following product:\n",
      "    title: Samantha Andrews Growing Degree Days\n",
      "    id:    12e7709685ba686556ce8f4fd779d73c6f610d2b:samanthaandrews:demo:crop:iowa\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# create a product in your Descartes Labs user namespace\n",
    "from descarteslabs.client.services.catalog import Catalog\n",
    "auth = dl.Auth()\n",
    "\n",
    "# get Descartes Labs username\n",
    "user = auth.payload['name']\n",
    "\n",
    "# generate product ID from username\n",
    "product_id = '{}:{}:demo:crop:iowa'.format(\n",
    "    auth.namespace,\n",
    "    user.lower().replace(' ', '')\n",
    ") \n",
    "\n",
    "product_title = '{} Growing Degree Days'.format(user) \n",
    "\n",
    "print(f\"\"\"\n",
    "The next cells will create the following product:\n",
    "    title: {product_title}\n",
    "    id:    {product_id}\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Product already exists, removing existing one...\n",
      "...done\n",
      "12e7709685ba686556ce8f4fd779d73c6f610d2b:samanthaandrews:demo:crop:iowa\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.7/site-packages/descarteslabs/client/deprecation.py:45: DeprecationWarning: The parameter `nbits` has been deprecated and will be removed in future versions.\n",
      "  warnings.warn(msg, DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12e7709685ba686556ce8f4fd779d73c6f610d2b:samanthaandrews:demo:crop:iowa:gdd\n",
      "Done! View your product here: https://catalog.descarteslabs.com/?/product/12e7709685ba686556ce8f4fd779d73c6f610d2b:samanthaandrews:demo:crop:iowa\n"
     ]
    }
   ],
   "source": [
    "# check if product already exists, remove if it does\n",
    "already_exists = list(filter(lambda p: p.get('id') == product_id, dl.Catalog().own_products()))\n",
    "if already_exists:\n",
    "    print(\"Product already exists, removing existing one...\")\n",
    "    dl.Catalog().remove_product(product_id, cascade=True)\n",
    "    print(\"...done\")\n",
    "\n",
    "# add product to your user namespace\n",
    "product = dl.Catalog().add_product(\n",
    "    product_id,\n",
    "    title=product_title,\n",
    "    description=\"GDD calculated from GSOD for crop demo\"\n",
    ")['data']['id']\n",
    "print(product)\n",
    "\n",
    "# add bands\n",
    "band_id = dl.Catalog().add_band(\n",
    "    product_id,\n",
    "    'gdd',\n",
    "    jpx_layer=0,\n",
    "    srcfile=0,\n",
    "    srcband=1,  \n",
    "    nbits=16,\n",
    "    dtype='Int16',\n",
    "    nodata=0,\n",
    "    data_range=[0, 2**16 - 1],\n",
    "    type='spectral',\n",
    "    default_range=(0, 5500),\n",
    "    data_unit_description='0.01 celsius',\n",
    "    colormap_name='viridis'\n",
    ")['data']['id']\n",
    "print(band_id)\n",
    "\n",
    "print(\"Done! View your product here: https://catalog.descarteslabs.com/?/product/{}\".format(product_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "tile = tiles['features'][0]\n",
    "start_date = '2017-05-01'\n",
    "end_date = '2017-10-15'\n",
    "product = 'fcd57a7bf668c5b65d49c5e32130a2c0a5281322:daily:gsod:interp:dev-v0'\n",
    "bands = ['tavg']\n",
    "\n",
    "# search scenes to find imagery related to our tile geo context\n",
    "tile_geo_ctx = dl.scenes.DLTile.from_key(tile.properties.key)\n",
    "scenes, geo_ctx = dl.scenes.search(\n",
    "    tile_geo_ctx,\n",
    "    products=[product],\n",
    "    start_datetime=start_date,\n",
    "    end_datetime=end_date\n",
    ")\n",
    "\n",
    "# load scenes into a 4D ndarray\n",
    "new_image_stack, new_meta = scenes.stack(\n",
    "    bands,\n",
    "    tile_geo_ctx,\n",
    "    raster_info=True,\n",
    "    mask_alpha=False,\n",
    "    bands_axis=-1\n",
    ")\n",
    "\n",
    "# search metadata related to our tile geometry to get our image IDs\n",
    "available_scenes = dl.metadata.search(\n",
    "    products=[product],\n",
    "    geom=tile['geometry'],\n",
    "    start_datetime=start_date,\n",
    "    end_datetime=end_date\n",
    ")\n",
    "\n",
    "# scene IDs\n",
    "ids = [scene['id'] for scene in available_scenes['features']]\n",
    "\n",
    "# retrieve our stack of rasters as a 4D ndarray\n",
    "old_image_stack, old_meta = dl.raster.stack(\n",
    "    ids,\n",
    "    bands=bands,\n",
    "    dltile=tile,\n",
    "    cutline=shape,\n",
    "    data_type='Int32'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sort our new and old image stacks by date\n",
    "old_dates = [a.properties.acquired for a in available_scenes.features]\n",
    "new_dates = [a.properties.acquired for a in scenes]\n",
    "\n",
    "old_dates.sort()\n",
    "new_dates.sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# identify if any dates do not match\n",
    "for o, n in zip(old_dates, new_dates):\n",
    "    if o != n:\n",
    "        print(f\"These don't match: {o} ... {n}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "int32 int16\n",
      "190 1891\n"
     ]
    }
   ],
   "source": [
    "# remove duplicated values\n",
    "old = np.unique(old_image_stack)\n",
    "new = np.unique(new_image_stack)\n",
    "\n",
    "print(old.dtype, new.dtype)\n",
    "print(len(old), len(new))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dl.scenes.display(old_image_stack[-1], bands_axis=-1, colormap='viridis')\n",
    "dl.scenes.display(new_image_stack[-1], bands_axis=-1, colormap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the function that creates the task to predict water over a DLTile\n",
    "def calculate_gdd_task(tile, shape, start_date, end_date, input_product, output_product):\n",
    "    \"\"\" predict water over dltile with Tasks \"\"\"\n",
    "    \n",
    "    import descarteslabs as dl\n",
    "    from descarteslabs.client.services.catalog import Catalog\n",
    "    from descarteslabs.client.services.storage import Storage\n",
    "    \n",
    "    storage_client = Storage()\n",
    "    catalog = Catalog()\n",
    "    \n",
    "    import os\n",
    "    import numpy as np\n",
    "    import pickle\n",
    "\n",
    "\n",
    "    def search_and_raster(product, tile, shape, start_date, end_date):\n",
    "    \n",
    "        scenes, geo_ctx = dl.scenes.search(\n",
    "            tile['geometry'],\n",
    "            products=[product],\n",
    "            start_datetime=start_date,\n",
    "            end_datetime=end_date\n",
    "        )\n",
    "\n",
    "        tile_geo_ctx = dl.scenes.DLTile.from_key(tile['properties']['key'])\n",
    "\n",
    "        image_stack, meta = scenes.stack(\n",
    "            ['tavg'],\n",
    "            tile_geo_ctx,\n",
    "            raster_info=True,\n",
    "            mask_alpha=False,\n",
    "            bands_axis=-1\n",
    "        )\n",
    "\n",
    "        print(image_stack.shape) # expecting (100, 2048, 2048, 1)\n",
    "        dl.scenes.display(image_stack[0], bands_axis=-1)\n",
    "\n",
    "        uniques = np.unique(image_stack[0])\n",
    "        print(f\"first layer has {uniques} unique values\")\n",
    "\n",
    "        return image_stack[:, :, :, 0], meta[0]\n",
    "\n",
    "\n",
    "    def calc_gdd(image_stack):\n",
    "        ''' calculate gdd for each pixel'''\n",
    "\n",
    "        gdd = image_stack - 1000\n",
    "        gdd = np.where(gdd < 0, 0, gdd)\n",
    "        \n",
    "        # calculate cumulative GDD \n",
    "        # scale to fit in uint16\n",
    "        cum_gdd = cum_gdd = np.ndarray.astype((np.sum(gdd, axis=0) / 100), 'uint16')\n",
    "        \n",
    "        return cum_gdd\n",
    "    \n",
    "    ''' predict water over each compositing period '''\n",
    "    outdir = os.path.join(os.path.expanduser('~'), 'temp')\n",
    "    if not os.path.isdir(outdir):\n",
    "            os.makedirs(outdir)\n",
    "\n",
    "    key = tile['properties']['key']\n",
    "    outfile = 'gdd_{}_{}_{}.tif'.format(key, start_date, end_date)\n",
    "\n",
    "    # get imagery and stats for each product\n",
    "    image_stack, meta = search_and_raster(input_product, tile, shape, start_date, end_date)\n",
    "    stats = calc_gdd(image_stack)\n",
    "    \n",
    "    # save to product to Catalog    \n",
    "    upload_id = catalog.upload_ndarray(\n",
    "        stats,\n",
    "        output_product,\n",
    "        outfile,\n",
    "        raster_meta=meta\n",
    "    )\n",
    "        \n",
    "    return \"Processed dltile {}\\nupload_id {}\".format(key, upload_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 2048, 2048, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first layer has [462 469 470 473 474 475 476 478 479 480 481 484 485 486 487 489 491 492\n",
      " 493 497 499 501 502 503 504 505 507 514 517 518 519 521 524 527 533 534\n",
      " 536 538 543 547 551 552 554 556 557 558 563 564 565 571 574 580 582 583\n",
      " 584 588 598 601 603 611 624] unique values\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Processed dltile 2048:0:30.0:14:3:74\\nupload_id gdd_2048:0:30.0:14:3:74_2017-05-01_2017-10-15.tif'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# test the task function\n",
    "calculate_gdd_task(\n",
    "    tiles['features'][0],\n",
    "    shape,\n",
    "    '2017-05-01',\n",
    "    '2017-10-15',\n",
    "    'fcd57a7bf668c5b65d49c5e32130a2c0a5281322:daily:gsod:interp:dev-v0',\n",
    "    product_id\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# run the tasks to predict water\n",
    "\n",
    "from descarteslabs.client.services.tasks import AsyncTasks, as_completed\n",
    "at = AsyncTasks()\n",
    "\n",
    "# get the correct python version to match the image\n",
    "version = \"{}.{}\".format(sys.version_info[0], sys.version_info[1])\n",
    "image_link='us.gcr.io/dl-ci-cd/images/tasks/public/py{}/default:v2019.02.12'.format(version)\n",
    "\n",
    "async_function = at.create_function(calculate_gdd_task, \n",
    "                                    name=\"demo-crop-yield\",\n",
    "                                    memory='10Gi',\n",
    "                                    image=image_link,\n",
    "                                    task_timeout=5000\n",
    "                                    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# submit the tasks\n",
    "\n",
    "input_product = 'fcd57a7bf668c5b65d49c5e32130a2c0a5281322:daily:gsod:interp:dev-v0'\n",
    "\n",
    "tasks = [async_function(tile, shape, '2017-05-01', '2017-10-15', input_product, product_id) \n",
    "         for tile in tiles['features']]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Monitor the tail generation tasks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"100%\"\n",
       "            height=\"600px\"\n",
       "            src=\"https://monitor.descarteslabs.com\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7f669f716cf8>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "IFrame('https://monitor.descarteslabs.com', width=\"100%\", height=\"600px\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "# Data are now available through the programmatic API\n",
    "\n",
    "available_scenes = dl.metadata.search(products=[product_id])\n",
    "\n",
    "print(len(available_scenes['features']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Develop a predictive model\n",
    "### Train a model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2 = 0.921710950264327\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "features = []\n",
    "values = []\n",
    "for slug in sorted(reference.keys()):\n",
    "    features.append(reference[slug]['gdd'] + reference[slug]['ndvi'])\n",
    "    values.append(reference[slug]['yld'])\n",
    "    \n",
    "regr = DecisionTreeRegressor(max_depth=7)\n",
    "regr.fit(features, values)\n",
    "print('r2 = {}'.format(regr.score(features, values)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predict yield over Illinois"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('nass_county_illinois_corn_2017_predictor.json') as f:\n",
    "    predict_data = json.load(f)\n",
    "\n",
    "features = []\n",
    "values = []\n",
    "geometries = []\n",
    "for slug in sorted(predict_data.keys()):\n",
    "    features.append(list(predict_data[slug]['gdd']) + list(predict_data[slug]['ndvi']))\n",
    "    values.append(predict_data[slug]['yld'])\n",
    "    geometries.append({'properties': {'name': slug},\n",
    "                       'geometry': predict_data[slug]['geometry'],\n",
    "                       'type': 'Feature'})\n",
    "    \n",
    "yield_predictions = regr.predict(np.array(features))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/folium/folium.py:426: FutureWarning: The choropleth  method has been deprecated. Instead use the new Choropleth class, which has the same arguments. See the example notebook 'GeoJSON_and_choropleth' for how to do this.\n",
      "  FutureWarning\n",
      "/opt/conda/lib/python3.6/site-packages/pkg_resources/__init__.py:1151: DeprecationWarning: Use of .. or absolute path in a resource path is not allowed and will raise exceptions in a future release.\n",
      "  self, resource_name\n",
      "/opt/conda/lib/python3.6/site-packages/pkg_resources/__init__.py:1151: DeprecationWarning: Use of .. or absolute path in a resource path is not allowed and will raise exceptions in a future release.\n",
      "  self, resource_name\n",
      "/opt/conda/lib/python3.6/site-packages/pkg_resources/__init__.py:1151: DeprecationWarning: Use of .. or absolute path in a resource path is not allowed and will raise exceptions in a future release.\n",
      "  self, resource_name\n",
      "/opt/conda/lib/python3.6/site-packages/pkg_resources/__init__.py:1151: DeprecationWarning: Use of .. or absolute path in a resource path is not allowed and will raise exceptions in a future release.\n",
      "  self, resource_name\n",
      "/opt/conda/lib/python3.6/site-packages/pkg_resources/__init__.py:1151: DeprecationWarning: Use of .. or absolute path in a resource path is not allowed and will raise exceptions in a future release.\n",
      "  self, resource_name\n",
      "/opt/conda/lib/python3.6/site-packages/pkg_resources/__init__.py:1151: DeprecationWarning: Use of .. or absolute path in a resource path is not allowed and will raise exceptions in a future release.\n",
      "  self, resource_name\n"
     ]
    },
    {
     "data": {
      "text/html": [
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    color_map_3edcc35ff43242c8902fb9a646eff631.x = d3.scale.linear()
              .domain([107.3, 222.15])
              .range([0, 400]);

    color_map_3edcc35ff43242c8902fb9a646eff631.legend = L.control({position: 'topright'});
    color_map_3edcc35ff43242c8902fb9a646eff631.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
    color_map_3edcc35ff43242c8902fb9a646eff631.legend.addTo(map_299e495643974b4697b1bb2301ecfd8b);

    color_map_3edcc35ff43242c8902fb9a646eff631.xAxis = d3.svg.axis()
        .scale(color_map_3edcc35ff43242c8902fb9a646eff631.x)
        .orient("top")
        .tickSize(1)
        .tickValues([107.3, 126.44166666666666, 145.58333333333334, 164.72500000000002, 183.86666666666667, 203.00833333333333, 222.15]);

    color_map_3edcc35ff43242c8902fb9a646eff631.svg = d3.select(".legend.leaflet-control").append("svg")
        .attr("id", 'legend')
        .attr("width", 450)
        .attr("height", 40);

    color_map_3edcc35ff43242c8902fb9a646eff631.g = color_map_3edcc35ff43242c8902fb9a646eff631.svg.append("g")
        .attr("class", "key")
        .attr("transform", "translate(25,16)");

    color_map_3edcc35ff43242c8902fb9a646eff631.g.selectAll("rect")
        .data(color_map_3edcc35ff43242c8902fb9a646eff631.color.range().map(function(d, i) {
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            x0: i ? color_map_3edcc35ff43242c8902fb9a646eff631.x(color_map_3edcc35ff43242c8902fb9a646eff631.color.domain()[i - 1]) : color_map_3edcc35ff43242c8902fb9a646eff631.x.range()[0],
            x1: i < color_map_3edcc35ff43242c8902fb9a646eff631.color.domain().length ? color_map_3edcc35ff43242c8902fb9a646eff631.x(color_map_3edcc35ff43242c8902fb9a646eff631.color.domain()[i]) : color_map_3edcc35ff43242c8902fb9a646eff631.x.range()[1],
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      .enter().append("rect")
        .attr("height", 10)
        .attr("x", function(d) { return d.x0; })
        .attr("width", function(d) { return d.x1 - d.x0; })
        .style("fill", function(d) { return d.z; });

    color_map_3edcc35ff43242c8902fb9a646eff631.g.call(color_map_3edcc35ff43242c8902fb9a646eff631.xAxis).append("text")
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        .text('Predicted Corn Yield - 2017 (bu/acre)');
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f2f9bb94630>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pandas.DataFrame.from_dict({'yield': yield_predictions, 'name': sorted(predict_data.keys())})\n",
    "counties = {'type': 'FeatureCollection', 'features': geometries}\n",
    "\n",
    "m = folium.Map(location=[40.0468423, -89.1366099], zoom_start=6)\n",
    "m.choropleth(geo_data=counties, \n",
    "           data=df,\n",
    "           columns=['name', 'yield'],\n",
    "           key_on='feature.properties.name',\n",
    "           fill_color='YlGn',\n",
    "           fill_opacity=1,\n",
    "           legend_name='Predicted Corn Yield - 2017 (bu/acre)')\n",
    "m"
   ]
  }
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